{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<onnxruntime.capi.onnxruntime_inference_collection.InferenceSession at 0x28c67f5b9d0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import onnxruntime as rt\n",
    "from PIL import Image\n",
    "onnx_path = r\"C:/Users/KAI/.robotpipe/models/scrfd_person_2.5g.onnx\"\n",
    "session = rt.InferenceSession(onnx_path, providers=['CPUExecutionProvider'])\n",
    "session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(662, 604, 3)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "img = cv.imread(\"images/trump1.jpg\")\n",
    "\n",
    "\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(662, 604)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(604, 662)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(img.shape[0:2])\n",
    "img_size = tuple(img.shape[0:2][::-1])\n",
    "img_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.096026490066225 1.0\n",
      "640 583\n"
     ]
    }
   ],
   "source": [
    "input_size = [640,640]\n",
    "im_ratio = float(img.shape[0]) / img.shape[1]\n",
    "model_ratio = float(input_size[1]) / input_size[0]\n",
    "print(im_ratio, model_ratio)\n",
    "if im_ratio>model_ratio:\n",
    "    new_height = input_size[1]\n",
    "    new_width = int(new_height / im_ratio)\n",
    "else:\n",
    "    new_width = input_size[0]\n",
    "    new_height = int(new_width * im_ratio)\n",
    "# 图像的缩放\n",
    "resize_img = cv.resize(img,(new_width,new_height))\n",
    "\n",
    "det_scale = float(new_height) / img.shape[0]\n",
    "det_img = np.zeros( (input_size[1], input_size[0], 3), dtype=np.uint8 )\n",
    "print(new_height,new_width)\n",
    "det_img[:new_height, :new_width, :] = resize_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x28c0dd5b1f0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.imshow(cv.cvtColor(det_img,cv.COLOR_BGR2RGB))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input.1 490\n"
     ]
    }
   ],
   "source": [
    "input_size = tuple(det_img.shape[0:2][::-1])\n",
    "blob = cv.dnn.blobFromImage(img, 1.0/128, input_size, (127.5,127.5, 127.5), swapRB=True)\n",
    "\n",
    "output_name = session.get_outputs()[0].name\n",
    "input_name = session.get_inputs()[0].name\n",
    "\n",
    "print(input_name,output_name)\n",
    "\n",
    "net_outs = session.run(None, {input_name : blob})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([[0.06051022],\n",
       "        [0.0292792 ],\n",
       "        [0.02349606],\n",
       "        ...,\n",
       "        [0.01712599],\n",
       "        [0.01965353],\n",
       "        [0.03469542]], dtype=float32),\n",
       " array([[0.07285258],\n",
       "        [0.03812   ],\n",
       "        [0.04055583],\n",
       "        ...,\n",
       "        [0.0103758 ],\n",
       "        [0.01382393],\n",
       "        [0.02812725]], dtype=float32),\n",
       " array([[0.09863147],\n",
       "        [0.09801573],\n",
       "        [0.07741353],\n",
       "        [0.06448659],\n",
       "        [0.05293795],\n",
       "        [0.04608133],\n",
       "        [0.03911823],\n",
       "        [0.03184429],\n",
       "        [0.02881539],\n",
       "        [0.02891713],\n",
       "        [0.02689698],\n",
       "        [0.0275614 ],\n",
       "        [0.02746531],\n",
       "        [0.0247131 ],\n",
       "        [0.02242061],\n",
       "        [0.0208596 ],\n",
       "        [0.02027017],\n",
       "        [0.01966175],\n",
       "        [0.02328774],\n",
       "        [0.03888157],\n",
       "        [0.07606477],\n",
       "        [0.10163492],\n",
       "        [0.07150373],\n",
       "        [0.05650213],\n",
       "        [0.04272979],\n",
       "        [0.04196855],\n",
       "        [0.03431791],\n",
       "        [0.0276643 ],\n",
       "        [0.02476236],\n",
       "        [0.02509087],\n",
       "        [0.02391773],\n",
       "        [0.02330345],\n",
       "        [0.02234384],\n",
       "        [0.02041712],\n",
       "        [0.01588932],\n",
       "        [0.01549691],\n",
       "        [0.01434758],\n",
       "        [0.0134277 ],\n",
       "        [0.01684538],\n",
       "        [0.02287126],\n",
       "        [0.07981735],\n",
       "        [0.11825886],\n",
       "        [0.07280952],\n",
       "        [0.05420157],\n",
       "        [0.03717083],\n",
       "        [0.03713527],\n",
       "        [0.03724763],\n",
       "        [0.02585891],\n",
       "        [0.02301234],\n",
       "        [0.02715373],\n",
       "        [0.02832127],\n",
       "        [0.02596459],\n",
       "        [0.02333233],\n",
       "        [0.02201235],\n",
       "        [0.01666501],\n",
       "        [0.01403913],\n",
       "        [0.01211679],\n",
       "        [0.01147372],\n",
       "        [0.01278335],\n",
       "        [0.01979336],\n",
       "        [0.07125956],\n",
       "        [0.1147936 ],\n",
       "        [0.06127849],\n",
       "        [0.03736165],\n",
       "        [0.02947274],\n",
       "        [0.03631148],\n",
       "        [0.03753388],\n",
       "        [0.02747902],\n",
       "        [0.02186996],\n",
       "        [0.0178389 ],\n",
       "        [0.01720637],\n",
       "        [0.01774943],\n",
       "        [0.0226427 ],\n",
       "        [0.02326223],\n",
       "        [0.01586136],\n",
       "        [0.01326257],\n",
       "        [0.01107553],\n",
       "        [0.01163173],\n",
       "        [0.01321909],\n",
       "        [0.02175257],\n",
       "        [0.06076953],\n",
       "        [0.0854044 ],\n",
       "        [0.05318904],\n",
       "        [0.0307951 ],\n",
       "        [0.02541664],\n",
       "        [0.02582803],\n",
       "        [0.03682721],\n",
       "        [0.02502659],\n",
       "        [0.01612625],\n",
       "        [0.01201573],\n",
       "        [0.01099339],\n",
       "        [0.0136117 ],\n",
       "        [0.01905605],\n",
       "        [0.02318233],\n",
       "        [0.01614195],\n",
       "        [0.01140139],\n",
       "        [0.00910354],\n",
       "        [0.00988793],\n",
       "        [0.0111838 ],\n",
       "        [0.01778495],\n",
       "        [0.04675764],\n",
       "        [0.0419029 ],\n",
       "        [0.03488111],\n",
       "        [0.02266094],\n",
       "        [0.0173918 ],\n",
       "        [0.01755884],\n",
       "        [0.02611089],\n",
       "        [0.02031365],\n",
       "        [0.01401383],\n",
       "        [0.01171538],\n",
       "        [0.01104754],\n",
       "        [0.01048198],\n",
       "        [0.01222473],\n",
       "        [0.01909614],\n",
       "        [0.01369274],\n",
       "        [0.01501733],\n",
       "        [0.011933  ],\n",
       "        [0.0129258 ],\n",
       "        [0.01289275],\n",
       "        [0.01844463],\n",
       "        [0.03810859],\n",
       "        [0.02851585],\n",
       "        [0.02797246],\n",
       "        [0.01894945],\n",
       "        [0.01294318],\n",
       "        [0.02109718],\n",
       "        [0.02578095],\n",
       "        [0.01949349],\n",
       "        [0.01693186],\n",
       "        [0.0136888 ],\n",
       "        [0.01634735],\n",
       "        [0.01205209],\n",
       "        [0.01193804],\n",
       "        [0.01758665],\n",
       "        [0.01247108],\n",
       "        [0.01205537],\n",
       "        [0.01180974],\n",
       "        [0.01268935],\n",
       "        [0.01303902],\n",
       "        [0.02032551],\n",
       "        [0.02751902],\n",
       "        [0.02335826],\n",
       "        [0.02065668],\n",
       "        [0.01364717],\n",
       "        [0.01125565],\n",
       "        [0.0222868 ],\n",
       "        [0.02509677],\n",
       "        [0.0167627 ],\n",
       "        [0.01730576],\n",
       "        [0.01315123],\n",
       "        [0.01680803],\n",
       "        [0.01381424],\n",
       "        [0.00835988],\n",
       "        [0.01505372],\n",
       "        [0.01317185],\n",
       "        [0.01296565],\n",
       "        [0.01224342],\n",
       "        [0.01297033],\n",
       "        [0.01252049],\n",
       "        [0.01930195],\n",
       "        [0.02116221],\n",
       "        [0.01974884],\n",
       "        [0.01773667],\n",
       "        [0.01148453],\n",
       "        [0.01019254],\n",
       "        [0.01803121],\n",
       "        [0.02159855],\n",
       "        [0.01312292],\n",
       "        [0.01685107],\n",
       "        [0.01892388],\n",
       "        [0.02155513],\n",
       "        [0.01933676],\n",
       "        [0.01030529],\n",
       "        [0.01702288],\n",
       "        [0.01539668],\n",
       "        [0.01484701],\n",
       "        [0.01455539],\n",
       "        [0.01432779],\n",
       "        [0.01393601],\n",
       "        [0.01853147],\n",
       "        [0.02083489],\n",
       "        [0.01885462],\n",
       "        [0.01668403],\n",
       "        [0.01105934],\n",
       "        [0.00975668],\n",
       "        [0.01449776],\n",
       "        [0.0166896 ],\n",
       "        [0.01100612],\n",
       "        [0.0144363 ],\n",
       "        [0.02264968],\n",
       "        [0.03081915],\n",
       "        [0.02822325],\n",
       "        [0.01262149],\n",
       "        [0.02064154],\n",
       "        [0.02334663],\n",
       "        [0.0212616 ],\n",
       "        [0.01729044],\n",
       "        [0.01609632],\n",
       "        [0.01450938],\n",
       "        [0.01872626],\n",
       "        [0.02122107],\n",
       "        [0.01565588],\n",
       "        [0.01430768],\n",
       "        [0.0122242 ],\n",
       "        [0.00924736],\n",
       "        [0.00893843],\n",
       "        [0.01085666],\n",
       "        [0.00829878],\n",
       "        [0.00990346],\n",
       "        [0.01803014],\n",
       "        [0.0270398 ],\n",
       "        [0.02246338],\n",
       "        [0.01309794],\n",
       "        [0.02131504],\n",
       "        [0.0241361 ],\n",
       "        [0.0252783 ],\n",
       "        [0.02135372],\n",
       "        [0.01710647],\n",
       "        [0.01607686],\n",
       "        [0.01986289],\n",
       "        [0.02487531],\n",
       "        [0.01492453],\n",
       "        [0.0142827 ],\n",
       "        [0.01366249],\n",
       "        [0.01097667],\n",
       "        [0.00834477],\n",
       "        [0.00939292],\n",
       "        [0.00866416],\n",
       "        [0.00863776],\n",
       "        [0.01422858],\n",
       "        [0.02435729],\n",
       "        [0.01895899],\n",
       "        [0.01713905],\n",
       "        [0.0264203 ],\n",
       "        [0.02660307],\n",
       "        [0.02647004],\n",
       "        [0.02098006],\n",
       "        [0.0156891 ],\n",
       "        [0.01677683],\n",
       "        [0.02187619],\n",
       "        [0.02834228],\n",
       "        [0.01832527],\n",
       "        [0.01791826],\n",
       "        [0.01987296],\n",
       "        [0.01577005],\n",
       "        [0.01202881],\n",
       "        [0.01196367],\n",
       "        [0.01178473],\n",
       "        [0.00944248],\n",
       "        [0.01165825],\n",
       "        [0.0159184 ],\n",
       "        [0.01533854],\n",
       "        [0.02360243],\n",
       "        [0.03525487],\n",
       "        [0.03252989],\n",
       "        [0.02437124],\n",
       "        [0.01666063],\n",
       "        [0.01371479],\n",
       "        [0.01772538],\n",
       "        [0.02464491],\n",
       "        [0.03222328],\n",
       "        [0.02204537],\n",
       "        [0.02004051],\n",
       "        [0.02363417],\n",
       "        [0.01627967],\n",
       "        [0.01226687],\n",
       "        [0.0121868 ],\n",
       "        [0.01185578],\n",
       "        [0.00918955],\n",
       "        [0.01102045],\n",
       "        [0.01320544],\n",
       "        [0.01522624],\n",
       "        [0.02564257],\n",
       "        [0.03420767],\n",
       "        [0.02874118],\n",
       "        [0.01887196],\n",
       "        [0.01262549],\n",
       "        [0.01407728],\n",
       "        [0.01844582],\n",
       "        [0.02509066],\n",
       "        [0.02964076],\n",
       "        [0.02081284],\n",
       "        [0.01766959],\n",
       "        [0.01613817],\n",
       "        [0.01216882],\n",
       "        [0.00998354],\n",
       "        [0.01252726],\n",
       "        [0.01303411],\n",
       "        [0.00998294],\n",
       "        [0.01308537],\n",
       "        [0.01658419],\n",
       "        [0.02081299],\n",
       "        [0.03071782],\n",
       "        [0.03100964],\n",
       "        [0.02092269],\n",
       "        [0.01409787],\n",
       "        [0.0100233 ],\n",
       "        [0.01334754],\n",
       "        [0.01722506],\n",
       "        [0.0250372 ],\n",
       "        [0.02415323],\n",
       "        [0.01672471],\n",
       "        [0.01419565],\n",
       "        [0.01172134],\n",
       "        [0.00988221],\n",
       "        [0.0094927 ],\n",
       "        [0.0129365 ],\n",
       "        [0.01707548],\n",
       "        [0.01177129],\n",
       "        [0.01630071],\n",
       "        [0.0197942 ],\n",
       "        [0.02222967],\n",
       "        [0.02731955],\n",
       "        [0.01842415],\n",
       "        [0.0124208 ],\n",
       "        [0.00869584],\n",
       "        [0.00775826],\n",
       "        [0.01383001],\n",
       "        [0.01763692],\n",
       "        [0.02970934],\n",
       "        [0.02263099],\n",
       "        [0.01786602],\n",
       "        [0.0142495 ],\n",
       "        [0.01087272],\n",
       "        [0.01064283],\n",
       "        [0.01253277],\n",
       "        [0.01346058],\n",
       "        [0.01691976],\n",
       "        [0.01139775],\n",
       "        [0.01740873],\n",
       "        [0.0228827 ],\n",
       "        [0.02185538],\n",
       "        [0.01831961],\n",
       "        [0.01442623],\n",
       "        [0.01001507],\n",
       "        [0.00695446],\n",
       "        [0.0084962 ],\n",
       "        [0.01549003],\n",
       "        [0.02139559],\n",
       "        [0.03814009],\n",
       "        [0.02277005],\n",
       "        [0.01885998],\n",
       "        [0.01527467],\n",
       "        [0.01176894],\n",
       "        [0.01176473],\n",
       "        [0.01151901],\n",
       "        [0.01191065],\n",
       "        [0.01152337],\n",
       "        [0.00881976],\n",
       "        [0.01210549],\n",
       "        [0.01832232],\n",
       "        [0.01335102],\n",
       "        [0.01323366],\n",
       "        [0.01153788],\n",
       "        [0.00847706],\n",
       "        [0.00677648],\n",
       "        [0.00785032],\n",
       "        [0.01306725],\n",
       "        [0.02237833],\n",
       "        [0.04082894],\n",
       "        [0.02228454],\n",
       "        [0.02129659],\n",
       "        [0.01937139],\n",
       "        [0.01413342],\n",
       "        [0.00931162],\n",
       "        [0.00928852],\n",
       "        [0.0101445 ],\n",
       "        [0.00979412],\n",
       "        [0.00960496],\n",
       "        [0.01127797],\n",
       "        [0.0166792 ],\n",
       "        [0.01077917],\n",
       "        [0.01036423],\n",
       "        [0.00894657],\n",
       "        [0.00779352],\n",
       "        [0.00822535],\n",
       "        [0.00858411],\n",
       "        [0.01332834],\n",
       "        [0.02291203],\n",
       "        [0.04282096],\n",
       "        [0.04069796],\n",
       "        [0.02827901],\n",
       "        [0.02785259],\n",
       "        [0.02577353],\n",
       "        [0.01666114],\n",
       "        [0.01641175],\n",
       "        [0.0158439 ],\n",
       "        [0.0156205 ],\n",
       "        [0.01474217],\n",
       "        [0.01647255],\n",
       "        [0.01811996],\n",
       "        [0.01736847],\n",
       "        [0.01695788],\n",
       "        [0.01600581],\n",
       "        [0.01523903],\n",
       "        [0.01594135],\n",
       "        [0.01486775],\n",
       "        [0.01946935],\n",
       "        [0.03030622],\n",
       "        [0.05454591]], dtype=float32),\n",
       " array([[0.23523536],\n",
       "        [0.26720586],\n",
       "        [0.178126  ],\n",
       "        [0.10497248],\n",
       "        [0.07342854],\n",
       "        [0.06187505],\n",
       "        [0.05091557],\n",
       "        [0.04595339],\n",
       "        [0.04301849],\n",
       "        [0.05775234],\n",
       "        [0.2772249 ],\n",
       "        [0.31020507],\n",
       "        [0.21719265],\n",
       "        [0.11062318],\n",
       "        [0.06752804],\n",
       "        [0.05176628],\n",
       "        [0.03825912],\n",
       "        [0.03514144],\n",
       "        [0.03373015],\n",
       "        [0.0447503 ],\n",
       "        [0.25231403],\n",
       "        [0.2885139 ],\n",
       "        [0.2307165 ],\n",
       "        [0.09725824],\n",
       "        [0.06489608],\n",
       "        [0.04721227],\n",
       "        [0.04628319],\n",
       "        [0.03901157],\n",
       "        [0.03505829],\n",
       "        [0.04271415],\n",
       "        [0.22988114],\n",
       "        [0.26954925],\n",
       "        [0.22904515],\n",
       "        [0.08615869],\n",
       "        [0.04996702],\n",
       "        [0.03808537],\n",
       "        [0.04400361],\n",
       "        [0.04058337],\n",
       "        [0.03370965],\n",
       "        [0.03896049],\n",
       "        [0.10522178],\n",
       "        [0.12570363],\n",
       "        [0.12448508],\n",
       "        [0.05768037],\n",
       "        [0.03310713],\n",
       "        [0.02678609],\n",
       "        [0.02549416],\n",
       "        [0.02620643],\n",
       "        [0.02487147],\n",
       "        [0.03485265],\n",
       "        [0.05164748],\n",
       "        [0.05262303],\n",
       "        [0.06125095],\n",
       "        [0.0393641 ],\n",
       "        [0.02768847],\n",
       "        [0.03042877],\n",
       "        [0.02687427],\n",
       "        [0.02105486],\n",
       "        [0.02250406],\n",
       "        [0.03907892],\n",
       "        [0.03967118],\n",
       "        [0.03111413],\n",
       "        [0.03302619],\n",
       "        [0.02811021],\n",
       "        [0.02743959],\n",
       "        [0.03489697],\n",
       "        [0.03810647],\n",
       "        [0.02699956],\n",
       "        [0.02760592],\n",
       "        [0.04293558],\n",
       "        [0.04469299],\n",
       "        [0.03714904],\n",
       "        [0.03120831],\n",
       "        [0.02595371],\n",
       "        [0.03061923],\n",
       "        [0.03869057],\n",
       "        [0.05103847],\n",
       "        [0.03112802],\n",
       "        [0.04066449],\n",
       "        [0.05781928],\n",
       "        [0.04902536],\n",
       "        [0.04009056],\n",
       "        [0.02654478],\n",
       "        [0.02223596],\n",
       "        [0.03562948],\n",
       "        [0.03966722],\n",
       "        [0.04143488],\n",
       "        [0.0285491 ],\n",
       "        [0.0439845 ],\n",
       "        [0.06652054],\n",
       "        [0.0571785 ],\n",
       "        [0.04454434],\n",
       "        [0.03853858],\n",
       "        [0.03052741],\n",
       "        [0.04005507],\n",
       "        [0.0427686 ],\n",
       "        [0.0467124 ],\n",
       "        [0.03594574],\n",
       "        [0.04938227],\n",
       "        [0.07904652]], dtype=float32),\n",
       " array([[0.312383  ],\n",
       "        [0.41021895],\n",
       "        [0.3021428 ],\n",
       "        [0.2415719 ],\n",
       "        [0.20058662],\n",
       "        [0.32158124],\n",
       "        [0.47202617],\n",
       "        [0.33005124],\n",
       "        [0.3001084 ],\n",
       "        [0.22773302],\n",
       "        [0.2791816 ],\n",
       "        [0.44761592],\n",
       "        [0.37895095],\n",
       "        [0.3607806 ],\n",
       "        [0.28629452],\n",
       "        [0.25697976],\n",
       "        [0.3427453 ],\n",
       "        [0.3691672 ],\n",
       "        [0.3179571 ],\n",
       "        [0.2946083 ],\n",
       "        [0.20565847],\n",
       "        [0.24092832],\n",
       "        [0.27426177],\n",
       "        [0.25524333],\n",
       "        [0.26255465]], dtype=float32),\n",
       " array([[0.6585687 , 1.7361009 , 0.81494904, 1.4565208 ],\n",
       "        [1.0301543 , 1.7648108 , 0.81299764, 2.2721195 ],\n",
       "        [0.9924318 , 1.979505  , 0.81982726, 2.2042177 ],\n",
       "        ...,\n",
       "        [0.7341976 , 1.083112  , 0.6967447 , 1.762295  ],\n",
       "        [0.77284396, 1.1933593 , 0.74582595, 1.8146408 ],\n",
       "        [0.7835397 , 1.2423766 , 0.92131644, 1.974463  ]], dtype=float32),\n",
       " array([[0.75101113, 1.5236208 , 0.93317056, 2.6501162 ],\n",
       "        [1.1851557 , 2.2456605 , 0.94506633, 2.7686923 ],\n",
       "        [1.2024348 , 2.320473  , 1.1446894 , 3.0443647 ],\n",
       "        ...,\n",
       "        [1.0021508 , 2.3436556 , 1.0546746 , 1.8924342 ],\n",
       "        [1.0340009 , 2.5755625 , 1.2872597 , 2.11592   ],\n",
       "        [1.29227   , 2.5837388 , 1.2217352 , 2.2058566 ]], dtype=float32),\n",
       " array([[0.6865697 , 1.8673927 , 1.1096828 , 2.389147  ],\n",
       "        [1.1669447 , 2.2585266 , 1.3391423 , 3.9994428 ],\n",
       "        [0.96008825, 2.3517976 , 1.2274    , 3.2969623 ],\n",
       "        ...,\n",
       "        [1.1935763 , 2.992181  , 1.0842072 , 3.0142026 ],\n",
       "        [1.1624546 , 3.3250992 , 1.3459995 , 2.9789205 ],\n",
       "        [1.0414839 , 3.9966066 , 1.8424414 , 3.1662478 ]], dtype=float32),\n",
       " array([[0.56553185, 1.7748431 , 1.4142733 , 3.8859608 ],\n",
       "        [1.3001312 , 2.0444932 , 0.88486624, 4.442217  ],\n",
       "        [1.4017453 , 2.3142974 , 1.3690798 , 4.7474346 ],\n",
       "        [1.0350268 , 2.2819185 , 1.1630278 , 3.507677  ],\n",
       "        [1.1344715 , 2.3548338 , 1.1757699 , 3.3037746 ],\n",
       "        [1.0561821 , 2.3953786 , 1.0509781 , 3.0455992 ],\n",
       "        [1.075503  , 2.504103  , 1.1337171 , 3.4081547 ],\n",
       "        [1.1593473 , 2.4872456 , 1.0349702 , 3.2458766 ],\n",
       "        [1.1360264 , 2.4274337 , 1.1161618 , 3.1901803 ],\n",
       "        [1.1099486 , 2.2628899 , 1.0863285 , 3.2089171 ],\n",
       "        [0.47390828, 2.8027656 , 1.5142126 , 3.4023461 ],\n",
       "        [1.3719856 , 3.2047045 , 0.83525866, 4.009563  ],\n",
       "        [1.72862   , 3.524708  , 1.526094  , 5.133379  ],\n",
       "        [1.2133913 , 3.491806  , 1.2628939 , 3.811733  ],\n",
       "        [1.2838968 , 3.5613115 , 1.357729  , 3.5795815 ],\n",
       "        [1.1741816 , 3.6775348 , 1.232807  , 3.2145643 ],\n",
       "        [1.1229236 , 3.844374  , 1.2910748 , 3.3912618 ],\n",
       "        [1.2568269 , 3.7546606 , 1.1251365 , 3.1982508 ],\n",
       "        [1.2323561 , 3.6315835 , 1.3061445 , 3.3384478 ],\n",
       "        [1.1853709 , 3.5186105 , 1.3911285 , 3.7926602 ],\n",
       "        [0.43915617, 3.6864812 , 1.494771  , 2.3545065 ],\n",
       "        [1.348346  , 4.0189557 , 0.81369144, 2.9009767 ],\n",
       "        [1.796302  , 4.282916  , 1.4572747 , 4.0928836 ],\n",
       "        [1.3203969 , 4.323657  , 1.2504385 , 3.5245051 ],\n",
       "        [1.432945  , 4.2114744 , 1.2606297 , 3.5288582 ],\n",
       "        [1.1953346 , 4.122268  , 1.1637244 , 2.9679723 ],\n",
       "        [1.0566996 , 4.3217006 , 1.2291574 , 2.9571064 ],\n",
       "        [1.2490094 , 4.13134   , 0.9982511 , 2.834373  ],\n",
       "        [1.2161553 , 3.838691  , 1.1645647 , 3.079448  ],\n",
       "        [1.0796027 , 3.7603762 , 1.5527432 , 3.8769097 ],\n",
       "        [0.64391965, 4.3645673 , 1.3901181 , 1.9031029 ],\n",
       "        [1.2951666 , 4.886145  , 1.0336301 , 2.4984174 ],\n",
       "        [1.6825348 , 5.0638924 , 1.402314  , 3.2415247 ],\n",
       "        [1.2950374 , 4.6815796 , 1.2604265 , 3.2142668 ],\n",
       "        [1.4588183 , 4.397553  , 1.1926627 , 3.4091804 ],\n",
       "        [1.1148882 , 3.8181655 , 1.1928934 , 2.7586608 ],\n",
       "        [1.0160551 , 3.7904704 , 1.1132245 , 2.5083668 ],\n",
       "        [1.0099206 , 3.5750859 , 1.1314368 , 2.442253  ],\n",
       "        [1.1299887 , 3.525105  , 1.1420646 , 2.6012678 ],\n",
       "        [0.94652563, 3.9449675 , 1.7163799 , 3.4852529 ],\n",
       "        [0.845839  , 4.2257957 , 1.3449829 , 1.9092753 ],\n",
       "        [1.2882696 , 4.990111  , 1.2461007 , 2.5842357 ],\n",
       "        [1.6450105 , 5.3433914 , 1.3317349 , 2.9465215 ],\n",
       "        [1.1873218 , 4.5738854 , 1.2454102 , 2.8580208 ],\n",
       "        [1.3770258 , 4.2271967 , 1.1434063 , 3.2364705 ],\n",
       "        [0.99605435, 3.2708993 , 1.176094  , 2.7319317 ],\n",
       "        [1.0178881 , 2.9849374 , 0.9974304 , 2.4597068 ],\n",
       "        [0.9114053 , 3.1678874 , 1.2026227 , 2.2569923 ],\n",
       "        [1.1084431 , 3.1537158 , 1.096771  , 2.4085193 ],\n",
       "        [0.83313197, 3.8907778 , 1.8099675 , 3.1909237 ],\n",
       "        [0.93474615, 3.24415   , 1.2524525 , 2.1793292 ],\n",
       "        [1.2308967 , 4.118459  , 1.2925634 , 2.6924145 ],\n",
       "        [1.5647433 , 4.5711713 , 1.3080294 , 2.9995534 ],\n",
       "        [1.0310605 , 3.9392807 , 1.264771  , 2.6481123 ],\n",
       "        [1.2183734 , 3.682608  , 1.1709856 , 3.0700986 ],\n",
       "        [0.88453597, 2.788426  , 1.1343493 , 2.702065  ],\n",
       "        [0.8280755 , 2.4507415 , 0.98000807, 2.4418502 ],\n",
       "        [0.9827073 , 2.7152817 , 1.0678629 , 2.3004923 ],\n",
       "        [1.1513298 , 2.656469  , 1.0337011 , 2.4806232 ],\n",
       "        [0.770894  , 3.3052895 , 1.8087349 , 3.1579514 ],\n",
       "        [0.953136  , 2.7516055 , 1.262126  , 2.4398541 ],\n",
       "        [1.3105098 , 3.456543  , 1.3162265 , 3.0615516 ],\n",
       "        [1.6576567 , 3.9635842 , 1.200738  , 3.2741563 ],\n",
       "        [1.0116334 , 3.5647075 , 1.3392859 , 2.8925662 ],\n",
       "        [1.1092387 , 3.422395  , 1.1839707 , 2.7450583 ],\n",
       "        [0.8445185 , 2.9009035 , 1.1540636 , 2.5612092 ],\n",
       "        [0.7546447 , 2.6301467 , 0.9550391 , 2.2923708 ],\n",
       "        [1.1062047 , 2.80629   , 0.91877925, 2.519786  ],\n",
       "        [1.1420825 , 2.636049  , 1.1331189 , 2.840903  ],\n",
       "        [0.82788515, 3.082138  , 1.8617375 , 3.3250027 ],\n",
       "        [0.9838152 , 3.0008733 , 1.3322461 , 2.5073745 ],\n",
       "        [1.4084806 , 3.4094036 , 1.3220263 , 3.2722173 ],\n",
       "        [1.6428599 , 3.7298687 , 1.1964754 , 3.115424  ],\n",
       "        [1.0758938 , 3.4951727 , 1.3063934 , 2.7490985 ],\n",
       "        [1.065921  , 3.3872926 , 1.2093914 , 2.4620566 ],\n",
       "        [0.92185104, 3.1450756 , 1.213558  , 2.3576722 ],\n",
       "        [0.7869093 , 2.9944394 , 1.0164385 , 2.0614777 ],\n",
       "        [1.2682921 , 3.1035023 , 1.0006454 , 2.8979797 ],\n",
       "        [1.1196785 , 2.8518834 , 1.3888223 , 3.4321532 ],\n",
       "        [0.9569589 , 2.987424  , 2.0064957 , 4.049995  ],\n",
       "        [0.9767894 , 3.3053563 , 1.377516  , 2.4462395 ],\n",
       "        [1.4276007 , 3.5973275 , 1.358666  , 3.1543255 ],\n",
       "        [1.6197654 , 3.6490366 , 1.1889663 , 2.7605288 ],\n",
       "        [1.1399713 , 3.572072  , 1.2954614 , 2.4383912 ],\n",
       "        [1.052952  , 3.4290257 , 1.3634427 , 2.3273792 ],\n",
       "        [1.2069646 , 3.454487  , 1.2696655 , 2.5470235 ],\n",
       "        [0.93520844, 3.4719322 , 1.3046248 , 2.6695113 ],\n",
       "        [1.3762106 , 3.4684312 , 1.2617898 , 2.9997342 ],\n",
       "        [1.1746783 , 3.2850184 , 1.6661415 , 3.5032556 ],\n",
       "        [1.1561897 , 3.2254026 , 2.0475233 , 4.106004  ],\n",
       "        [0.99776685, 3.14927   , 1.3921404 , 2.392121  ],\n",
       "        [1.4020799 , 3.461264  , 1.4298055 , 2.8898354 ],\n",
       "        [1.4981347 , 3.3050728 , 1.1509413 , 2.4310882 ],\n",
       "        [1.3029199 , 3.3000226 , 1.3221097 , 2.4339628 ],\n",
       "        [1.1005961 , 3.0208118 , 1.5531452 , 2.4268389 ],\n",
       "        [1.3669239 , 3.398124  , 1.4461896 , 2.803036  ],\n",
       "        [1.1032269 , 3.488813  , 1.4617641 , 2.8425982 ],\n",
       "        [1.3104055 , 3.546172  , 1.3664453 , 2.7161927 ],\n",
       "        [1.1563963 , 3.4530842 , 1.8159227 , 3.1137333 ],\n",
       "        [1.3168515 , 3.7163885 , 1.9947238 , 3.43588   ]], dtype=float32),\n",
       " array([[0.5558858 , 2.0128791 , 1.5528958 , 3.4054925 ],\n",
       "        [1.3262316 , 2.7332964 , 1.2314423 , 4.313057  ],\n",
       "        [1.747899  , 4.1370177 , 2.0230143 , 5.5749497 ],\n",
       "        [2.2547135 , 4.9104805 , 2.0541089 , 6.2764387 ],\n",
       "        [2.0332384 , 4.26501   , 1.83408   , 5.6509247 ],\n",
       "        [0.56222355, 3.131223  , 1.6863416 , 3.2008705 ],\n",
       "        [1.318603  , 3.8063118 , 1.2135861 , 3.81301   ],\n",
       "        [1.9042151 , 5.227446  , 2.152502  , 5.2753224 ],\n",
       "        [2.6306722 , 5.9623494 , 2.0471325 , 6.4102116 ],\n",
       "        [2.3839295 , 5.5741186 , 2.1751442 , 6.3640747 ],\n",
       "        [0.8228669 , 4.2283616 , 2.0022364 , 3.520488  ],\n",
       "        [1.5453261 , 4.944538  , 1.5320398 , 4.0726438 ],\n",
       "        [2.152684  , 5.7883554 , 2.3242111 , 5.358024  ],\n",
       "        [2.830414  , 6.3442483 , 2.09937   , 6.515868  ],\n",
       "        [2.5887766 , 5.9616613 , 2.2894626 , 6.602196  ],\n",
       "        [1.2567028 , 5.203645  , 2.678273  , 4.7302322 ],\n",
       "        [1.9243412 , 5.9138017 , 2.3421724 , 5.391744  ],\n",
       "        [2.4986873 , 6.3225784 , 2.7188299 , 6.113876  ],\n",
       "        [3.1558857 , 6.952553  , 2.679704  , 7.1533074 ],\n",
       "        [2.9677734 , 6.451438  , 2.586572  , 6.926605  ],\n",
       "        [1.5129819 , 5.812509  , 3.1012564 , 4.896973  ],\n",
       "        [2.229167  , 6.4579806 , 3.011788  , 5.841561  ],\n",
       "        [2.6229682 , 6.677442  , 3.0077205 , 6.136194  ],\n",
       "        [3.124505  , 7.0095706 , 2.8878043 , 6.649252  ],\n",
       "        [2.96205   , 6.313101  , 2.4606612 , 5.928101  ]], dtype=float32),\n",
       " array([[-0.50118494, -1.589844  ,  0.6471727 , ...,  0.63730425,\n",
       "          0.6472413 ,  0.6372138 ],\n",
       "        [-0.8263884 , -1.6272831 ,  0.60808635, ...,  1.3135083 ,\n",
       "          0.6081277 ,  1.3133764 ],\n",
       "        [-0.78954023, -1.8435593 ,  0.5907379 , ...,  1.1578215 ,\n",
       "          0.5907495 ,  1.1576027 ],\n",
       "        ...,\n",
       "        [-0.5273724 , -0.920276  ,  0.49136183, ...,  1.1786547 ,\n",
       "          0.49140328,  1.1786854 ],\n",
       "        [-0.5824564 , -1.0264918 ,  0.5136821 , ...,  1.2072933 ,\n",
       "          0.5137094 ,  1.2073278 ],\n",
       "        [-0.53326726, -1.0596812 ,  0.653677  , ...,  1.1934538 ,\n",
       "          0.6537318 ,  1.1934382 ]], dtype=float32),\n",
       " array([[-0.5317009 , -1.4155184 ,  0.67302006, ...,  2.0090382 ,\n",
       "          0.67307115,  2.0091743 ],\n",
       "        [-0.9563262 , -2.1052275 ,  0.6080064 , ...,  1.6865126 ,\n",
       "          0.6079966 ,  1.686516  ],\n",
       "        [-0.8982886 , -2.1955836 ,  0.9000039 , ...,  1.9298352 ,\n",
       "          0.8999988 ,  1.9298437 ],\n",
       "        ...,\n",
       "        [-0.7629723 , -2.1326113 ,  0.8098395 , ...,  1.286937  ,\n",
       "          0.8099278 ,  1.286863  ],\n",
       "        [-0.80734026, -2.3720825 ,  1.0594567 , ...,  1.2472247 ,\n",
       "          1.0595233 ,  1.247164  ],\n",
       "        [-1.0504577 , -2.360361  ,  0.92605585, ...,  1.137688  ,\n",
       "          0.92611384,  1.1376408 ]], dtype=float32),\n",
       " array([[-0.45347792, -1.7881389 ,  0.87655413, ...,  1.3464824 ,\n",
       "          0.8765553 ,  1.3464891 ],\n",
       "        [-0.94423485, -2.1764703 ,  1.0975647 , ...,  2.8745427 ,\n",
       "          1.0975577 ,  2.8745584 ],\n",
       "        [-0.742651  , -2.2715464 ,  0.946335  , ...,  1.8172302 ,\n",
       "          0.9463295 ,  1.8172513 ],\n",
       "        ...,\n",
       "        [-0.80077785, -2.7659054 ,  0.7416049 , ...,  0.7840065 ,\n",
       "          0.7416289 ,  0.7840552 ],\n",
       "        [-0.70964426, -3.107757  ,  1.0049673 , ...,  0.16230816,\n",
       "          1.00498   ,  0.16234966],\n",
       "        [-0.61994165, -3.7726023 ,  1.4546931 , ...,  0.06256688,\n",
       "          1.4547174 ,  0.06261255]], dtype=float32),\n",
       " array([[-3.9751893e-01, -1.7105985e+00,  1.1000719e+00, -1.7105846e+00,\n",
       "          3.5328346e-01,  4.7550082e-01, -3.9751524e-01,  2.6733232e+00,\n",
       "          1.1000795e+00,  2.6733351e+00],\n",
       "        [-1.0746838e+00, -2.0114036e+00,  5.2903068e-01, -2.0114076e+00,\n",
       "         -2.7564844e-01,  4.0279832e-01, -1.0746878e+00,  2.8455331e+00,\n",
       "          5.2902848e-01,  2.8455350e+00],\n",
       "        [-1.1966642e+00, -2.2742362e+00,  1.1105067e+00, -2.2742429e+00,\n",
       "         -4.5543451e-02,  1.9144805e-01, -1.1966591e+00,  2.6574037e+00,\n",
       "          1.1105056e+00,  2.6574259e+00],\n",
       "        [-7.2656763e-01, -2.2418039e+00,  8.3685344e-01, -2.2418089e+00,\n",
       "          5.1606938e-02, -4.8566583e-01, -7.2656024e-01,  1.3221517e+00,\n",
       "          8.3684921e-01,  1.3221580e+00],\n",
       "        [-8.6801088e-01, -2.2876084e+00,  8.7972498e-01, -2.2876081e+00,\n",
       "          5.3971177e-03, -4.7976866e-01, -8.6800843e-01,  1.3841698e+00,\n",
       "          8.7972122e-01,  1.3841718e+00],\n",
       "        [-7.7370530e-01, -2.3278432e+00,  7.6328397e-01, -2.3278439e+00,\n",
       "         -6.9867717e-03, -5.3309256e-01, -7.7370036e-01,  1.3391206e+00,\n",
       "          7.6327819e-01,  1.3391354e+00],\n",
       "        [-7.6311952e-01, -2.4309618e+00,  8.6151397e-01, -2.4309621e+00,\n",
       "          4.6615284e-02, -1.3034889e-01, -7.6311570e-01,  2.2387023e+00,\n",
       "          8.6151624e-01,  2.2387326e+00],\n",
       "        [-8.4500104e-01, -2.3979986e+00,  7.4442726e-01, -2.3980000e+00,\n",
       "         -5.0083198e-02, -1.3140857e-01, -8.4500021e-01,  2.2005756e+00,\n",
       "          7.4442351e-01,  2.2006023e+00],\n",
       "        [-8.1910074e-01, -2.3165228e+00,  8.1756622e-01, -2.3165216e+00,\n",
       "         -5.5684289e-04, -3.5287905e-01, -8.1910026e-01,  1.6651331e+00,\n",
       "          8.1756425e-01,  1.6651478e+00],\n",
       "        [-7.2611105e-01, -2.1290643e+00,  8.2665199e-01, -2.1290634e+00,\n",
       "          5.3758267e-02, -2.3360555e-01, -7.2612512e-01,  1.6861345e+00,\n",
       "          8.2664490e-01,  1.6861192e+00],\n",
       "        [-2.9293010e-01, -2.7005546e+00,  1.2098308e+00, -2.7005513e+00,\n",
       "          4.5466462e-01, -3.4724352e-01, -2.9291934e-01,  2.0160723e+00,\n",
       "          1.2098309e+00,  2.0160370e+00],\n",
       "        [-1.2137622e+00, -3.0675609e+00,  3.4842822e-01, -3.0675623e+00,\n",
       "         -4.3497893e-01, -4.0638396e-01, -1.2137477e+00,  2.2553337e+00,\n",
       "          3.4843159e-01,  2.2553260e+00],\n",
       "        [-1.5650740e+00, -3.3659453e+00,  1.2294362e+00, -3.3659539e+00,\n",
       "         -1.7379104e-01, -2.7743036e-01, -1.5650721e+00,  2.7647045e+00,\n",
       "          1.2294368e+00,  2.7647233e+00],\n",
       "        [-8.3474106e-01, -3.3257565e+00,  8.1374073e-01, -3.3257668e+00,\n",
       "         -1.5245785e-02, -1.1953996e+00, -8.3473307e-01,  9.4388312e-01,\n",
       "          8.1373924e-01,  9.4388115e-01],\n",
       "        [-1.0037506e+00, -3.3690338e+00,  9.5479792e-01, -3.3690557e+00,\n",
       "         -2.3514044e-02, -1.2357877e+00, -1.0037501e+00,  8.7450421e-01,\n",
       "          9.5480162e-01,  8.7450564e-01],\n",
       "        [-8.5251862e-01, -3.4611068e+00,  8.4470004e-01, -3.4611237e+00,\n",
       "         -2.2702897e-03, -1.2349229e+00, -8.5251313e-01,  9.7832394e-01,\n",
       "          8.4470320e-01,  9.7831386e-01],\n",
       "        [-7.7992719e-01, -3.6242344e+00,  9.6292961e-01, -3.6242504e+00,\n",
       "          9.3318738e-02, -7.9977649e-01, -7.7992183e-01,  2.0208802e+00,\n",
       "          9.6293443e-01,  2.0208745e+00],\n",
       "        [-9.2712718e-01, -3.5194328e+00,  7.5957626e-01, -3.5194521e+00,\n",
       "         -7.7869840e-02, -7.1701455e-01, -9.2711860e-01,  2.0758655e+00,\n",
       "          7.5958157e-01,  2.0758643e+00],\n",
       "        [-9.0060031e-01, -3.3737853e+00,  9.4275284e-01, -3.3738074e+00,\n",
       "          2.6493073e-02, -8.7732995e-01, -9.0058893e-01,  1.5900152e+00,\n",
       "          9.4275230e-01,  1.5900117e+00],\n",
       "        [-7.8956902e-01, -3.2819145e+00,  1.0980400e+00, -3.2819459e+00,\n",
       "          1.6900142e-01, -6.3185579e-01, -7.8954303e-01,  1.9851780e+00,\n",
       "          1.0980427e+00,  1.9851732e+00],\n",
       "        [-2.5322825e-01, -3.5975537e+00,  1.1536316e+00, -3.5975561e+00,\n",
       "          4.5179904e-01, -1.3876626e+00, -2.5323564e-01,  8.4933937e-01,\n",
       "          1.1536325e+00,  8.4936821e-01],\n",
       "        [-1.1463398e+00, -3.9087331e+00,  3.4223339e-01, -3.9087329e+00,\n",
       "         -4.1075781e-01, -1.4265248e+00, -1.1463422e+00,  1.0738817e+00,\n",
       "          3.4222722e-01,  1.0738842e+00],\n",
       "        [-1.5916162e+00, -4.1686134e+00,  1.1504508e+00, -4.1686082e+00,\n",
       "         -2.2595924e-01, -1.2191212e+00, -1.5916147e+00,  1.7245100e+00,\n",
       "          1.1504519e+00,  1.7244962e+00],\n",
       "        [-8.6102265e-01, -4.1402173e+00,  7.4570221e-01, -4.1402020e+00,\n",
       "         -6.5348729e-02, -1.8812090e+00, -8.6101931e-01,  4.2712295e-01,\n",
       "          7.4570292e-01,  4.2714036e-01],\n",
       "        [-1.1070803e+00, -4.0099096e+00,  8.5532904e-01, -4.0098944e+00,\n",
       "         -1.2745495e-01, -1.8382804e+00, -1.1070726e+00,  3.4679347e-01,\n",
       "          8.5532731e-01,  3.4679580e-01],\n",
       "        [-8.4246981e-01, -3.8785996e+00,  8.0048579e-01, -3.8785892e+00,\n",
       "         -2.7226228e-02, -1.6706648e+00, -8.4246117e-01,  5.4599720e-01,\n",
       "          8.0048436e-01,  5.4600143e-01],\n",
       "        [-7.0995271e-01, -4.0445766e+00,  9.1619408e-01, -4.0445647e+00,\n",
       "          1.0235770e-01, -1.2548915e+00, -7.0994091e-01,  1.5227132e+00,\n",
       "          9.1619128e-01,  1.5226933e+00],\n",
       "        [-8.7065655e-01, -3.8449814e+00,  6.7292404e-01, -3.8449717e+00,\n",
       "         -9.9888869e-02, -1.0581802e+00, -8.7064636e-01,  1.7232579e+00,\n",
       "          6.7292678e-01,  1.7232494e+00],\n",
       "        [-8.5480183e-01, -3.5683799e+00,  8.5841703e-01, -3.5683625e+00,\n",
       "          3.8409848e-03, -9.9905354e-01, -8.5478860e-01,  1.5621492e+00,\n",
       "          8.5842311e-01,  1.5621397e+00],\n",
       "        [-6.7071730e-01, -3.5319927e+00,  1.2678450e+00, -3.5319929e+00,\n",
       "          3.1062973e-01, -5.0751495e-01, -6.7072654e-01,  2.4896057e+00,\n",
       "          1.2678571e+00,  2.4895992e+00],\n",
       "        [-4.0025437e-01, -4.2327156e+00,  1.0580080e+00, -4.2327118e+00,\n",
       "          3.3238596e-01, -2.1070375e+00, -4.0025264e-01,  5.0674394e-02,\n",
       "          1.0580105e+00,  5.0687537e-02],\n",
       "        [-1.0913167e+00, -4.7530870e+00,  5.8323884e-01, -4.7530818e+00,\n",
       "         -2.6267725e-01, -2.3090870e+00, -1.0913072e+00,  1.6524668e-01,\n",
       "          5.8323932e-01,  1.6525213e-01],\n",
       "        [-1.5029092e+00, -4.9355640e+00,  1.0924106e+00, -4.9355583e+00,\n",
       "         -2.1081465e-01, -2.1082358e+00, -1.5029018e+00,  7.0001715e-01,\n",
       "          1.0924106e+00,  6.9999999e-01],\n",
       "        [-8.9207125e-01, -4.4606161e+00,  7.3881876e-01, -4.4606223e+00,\n",
       "         -8.3554350e-02, -2.1490667e+00, -8.9206296e-01,  1.8363956e-01,\n",
       "          7.3881793e-01,  1.8363717e-01],\n",
       "        [-1.1381178e+00, -4.1552753e+00,  7.3819935e-01, -4.1552844e+00,\n",
       "         -1.9975077e-01, -1.9580733e+00, -1.1381086e+00,  2.4442971e-01,\n",
       "          7.3819745e-01,  2.4442400e-01],\n",
       "        [-7.4987906e-01, -3.5568421e+00,  8.0973893e-01, -3.5568557e+00,\n",
       "          2.7480740e-02, -1.4903359e+00, -7.4986863e-01,  5.7537234e-01,\n",
       "          8.0974555e-01,  5.7534772e-01],\n",
       "        [-6.6921902e-01, -3.5178201e+00,  7.9591572e-01, -3.5178304e+00,\n",
       "          6.7246147e-02, -1.1210887e+00, -6.6920972e-01,  1.2602873e+00,\n",
       "          7.9591185e-01,  1.2602603e+00],\n",
       "        [-6.8013197e-01, -3.3063102e+00,  7.7504236e-01, -3.3063204e+00,\n",
       "          5.1420648e-02, -8.9628869e-01, -6.8012649e-01,  1.4943204e+00,\n",
       "          7.7504539e-01,  1.4943080e+00],\n",
       "        [-7.7855837e-01, -3.2647209e+00,  8.3641356e-01, -3.2647240e+00,\n",
       "          3.3802044e-02, -8.8461053e-01, -7.7855295e-01,  1.4743723e+00,\n",
       "          8.3641392e-01,  1.4743656e+00],\n",
       "        [-5.5331314e-01, -3.7155144e+00,  1.4211768e+00, -3.7155328e+00,\n",
       "          4.5243707e-01, -6.2830567e-01, -5.5331481e-01,  2.4389307e+00,\n",
       "          1.4211799e+00,  2.4389179e+00],\n",
       "        [-5.2911127e-01, -3.9862080e+00,  9.5122594e-01, -3.9862058e+00,\n",
       "          2.1227388e-01, -2.1021962e+00, -5.2909839e-01, -2.1011870e-01,\n",
       "          9.5122647e-01, -2.1013932e-01],\n",
       "        [-1.0396597e+00, -4.7530279e+00,  7.8381628e-01, -4.7530298e+00,\n",
       "         -1.3246468e-01, -2.5080802e+00, -1.0396490e+00, -2.5213426e-01,\n",
       "          7.8381175e-01, -2.5213456e-01],\n",
       "        [-1.3817803e+00, -5.0971146e+00,  9.8502612e-01, -5.0971150e+00,\n",
       "         -2.0446187e-01, -2.5521662e+00, -1.3817762e+00, -1.3028741e-02,\n",
       "          9.8503053e-01, -1.3028845e-02],\n",
       "        [-8.2480806e-01, -4.3117542e+00,  7.5825691e-01, -4.3117719e+00,\n",
       "         -3.8826656e-02, -2.1271937e+00, -8.2480294e-01,  6.0716085e-02,\n",
       "          7.5825918e-01,  6.0719401e-02],\n",
       "        [-1.0271510e+00, -3.9415975e+00,  6.9039381e-01, -3.9416113e+00,\n",
       "         -1.7017592e-01, -1.6202942e+00, -1.0271412e+00,  7.0156235e-01,\n",
       "          6.9039720e-01,  7.0155853e-01],\n",
       "        [-6.2150460e-01, -2.9978299e+00,  8.0369991e-01, -2.9978359e+00,\n",
       "          9.1029383e-02, -9.2129207e-01, -6.2149113e-01,  1.1466886e+00,\n",
       "          8.0370224e-01,  1.1466638e+00],\n",
       "        [-6.2655669e-01, -2.6957715e+00,  6.5916705e-01, -2.6957865e+00,\n",
       "          1.6607206e-02, -6.0719752e-01, -6.2654805e-01,  1.4557619e+00,\n",
       "          6.5917218e-01,  1.4557395e+00],\n",
       "        [-5.6290472e-01, -2.8719740e+00,  8.0657953e-01, -2.8719845e+00,\n",
       "          1.2731405e-01, -8.0245173e-01, -5.6290048e-01,  1.2432470e+00,\n",
       "          8.0657876e-01,  1.2432353e+00],\n",
       "        [-7.3906952e-01, -2.8796620e+00,  7.9483485e-01, -2.8796711e+00,\n",
       "          3.0478943e-02, -7.1728069e-01, -7.3906934e-01,  1.4115555e+00,\n",
       "          7.9484290e-01,  1.4115721e+00],\n",
       "        [-4.4824052e-01, -3.6260800e+00,  1.4902143e+00, -3.6261048e+00,\n",
       "          5.4251349e-01, -6.9976872e-01, -4.4824538e-01,  2.1991198e+00,\n",
       "          1.4902207e+00,  2.1991146e+00],\n",
       "        [-5.6302530e-01, -3.0055277e+00,  8.4532911e-01, -3.0055325e+00,\n",
       "          1.3794959e-01, -1.4441272e+00, -5.6300884e-01,  1.1605089e-01,\n",
       "          8.4532666e-01,  1.1601378e-01],\n",
       "        [-9.3299019e-01, -3.8412797e+00,  8.0324632e-01, -3.8412931e+00,\n",
       "         -6.6488057e-02, -1.9587343e+00, -9.3298137e-01, -6.8159893e-02,\n",
       "          8.0324930e-01, -6.8168953e-02],\n",
       "        [-1.2704809e+00, -4.2834330e+00,  8.9193529e-01, -4.2834496e+00,\n",
       "         -1.9280261e-01, -2.0258923e+00, -1.2704779e+00,  2.1594481e-01,\n",
       "          8.9194345e-01,  2.1594478e-01],\n",
       "        [-6.9013375e-01, -3.6825407e+00,  8.0449897e-01, -3.6825674e+00,\n",
       "          5.5041421e-02, -1.6633669e+00, -6.9013053e-01,  3.6330396e-01,\n",
       "          8.0450428e-01,  3.6332136e-01],\n",
       "        [-8.6045861e-01, -3.4134073e+00,  7.4243903e-01, -3.4134252e+00,\n",
       "         -5.7323396e-02, -8.7685579e-01, -8.6045343e-01,  1.6241572e+00,\n",
       "          7.4244016e-01,  1.6241590e+00],\n",
       "        [-5.1797432e-01, -2.5623102e+00,  7.9324818e-01, -2.5623219e+00,\n",
       "          1.4201610e-01, -4.5350817e-01, -5.1797098e-01,  1.6436653e+00,\n",
       "          7.9325408e-01,  1.6436471e+00],\n",
       "        [-4.4915456e-01, -2.2045810e+00,  6.2244642e-01, -2.2045987e+00,\n",
       "          9.0194270e-02, -4.0767246e-01, -4.4915271e-01,  1.3859370e+00,\n",
       "          6.2245315e-01,  1.3859309e+00],\n",
       "        [-6.1302710e-01, -2.4571829e+00,  7.0562053e-01, -2.4571872e+00,\n",
       "          5.2220747e-02, -6.9111836e-01, -6.1302900e-01,  1.0560611e+00,\n",
       "          7.0561802e-01,  1.0560442e+00],\n",
       "        [-7.4520159e-01, -2.4318967e+00,  7.6991540e-01, -2.4319134e+00,\n",
       "          1.2477133e-02, -5.3426301e-01, -7.4520022e-01,  1.3398272e+00,\n",
       "          7.6992422e-01,  1.3398333e+00],\n",
       "        [-4.1389489e-01, -3.0833344e+00,  1.5006341e+00, -3.0833511e+00,\n",
       "          5.6377411e-01, -4.9516261e-01, -4.1390020e-01,  2.0657492e+00,\n",
       "          1.5006403e+00,  2.0657492e+00],\n",
       "        [-5.6745797e-01, -2.5645485e+00,  8.6518770e-01, -2.5645554e+00,\n",
       "          1.4625084e-01, -1.1067342e+00, -5.6744802e-01,  3.6495507e-01,\n",
       "          8.6518914e-01,  3.6491889e-01],\n",
       "        [-9.7685587e-01, -3.2068489e+00,  8.0514276e-01, -3.2068653e+00,\n",
       "         -8.9402094e-02, -1.3679047e+00, -9.7685182e-01,  4.6590209e-01,\n",
       "          8.0514896e-01,  4.6589398e-01],\n",
       "        [-1.3332348e+00, -3.7027576e+00,  7.7592206e-01, -3.7027769e+00,\n",
       "         -2.8761560e-01, -1.5715872e+00, -1.3332317e+00,  5.4457521e-01,\n",
       "          7.7592468e-01,  5.4456115e-01],\n",
       "        [-6.6722238e-01, -3.3017170e+00,  8.6062974e-01, -3.3017364e+00,\n",
       "          9.6088558e-02, -1.2391914e+00, -6.6721845e-01,  8.0874938e-01,\n",
       "          8.6063546e-01,  8.0875582e-01],\n",
       "        [-7.4882281e-01, -3.1703746e+00,  7.5972569e-01, -3.1703959e+00,\n",
       "          9.5472485e-03, -7.8497958e-01, -7.4881542e-01,  1.5758017e+00,\n",
       "          7.5973511e-01,  1.5758018e+00],\n",
       "        [-4.4661903e-01, -2.6734316e+00,  8.1076908e-01, -2.6734474e+00,\n",
       "          1.8702820e-01, -5.5838656e-01, -4.4661605e-01,  1.5587147e+00,\n",
       "          8.1077176e-01,  1.5587151e+00],\n",
       "        [-3.6336976e-01, -2.4016678e+00,  6.2976313e-01, -2.4016821e+00,\n",
       "          1.3856067e-01, -6.7562538e-01, -3.6337242e-01,  1.0546848e+00,\n",
       "          6.2977093e-01,  1.0546935e+00],\n",
       "        [-7.3208380e-01, -2.5742791e+00,  6.2814796e-01, -2.5742867e+00,\n",
       "         -4.8114236e-02, -8.4766012e-01, -7.3208266e-01,  8.5879284e-01,\n",
       "          6.2814486e-01,  8.5877782e-01],\n",
       "        [-7.2281343e-01, -2.4100585e+00,  8.7776083e-01, -2.4100661e+00,\n",
       "          7.9800352e-02, -5.8593994e-01, -7.2281057e-01,  1.2100002e+00,\n",
       "          8.7776536e-01,  1.2099763e+00],\n",
       "        [-4.2969996e-01, -2.8697486e+00,  1.5324123e+00, -2.8697641e+00,\n",
       "          5.7000959e-01, -5.2808833e-01, -4.2970529e-01,  1.7787110e+00,\n",
       "          1.5324206e+00,  1.7787108e+00],\n",
       "        [-5.8291310e-01, -2.8327599e+00,  9.4729251e-01, -2.8327622e+00,\n",
       "          1.7903584e-01, -1.3180864e+00, -5.8290386e-01,  2.1300402e-01,\n",
       "          9.4729066e-01,  2.1296737e-01],\n",
       "        [-1.1067909e+00, -3.2061157e+00,  8.4021944e-01, -3.2061305e+00,\n",
       "         -1.3895655e-01, -1.3886143e+00, -1.1067898e+00,  4.2617470e-01,\n",
       "          8.4022295e-01,  4.2616826e-01],\n",
       "        [-1.3634912e+00, -3.4980955e+00,  7.6514560e-01, -3.4981160e+00,\n",
       "         -3.0858517e-01, -1.4358547e+00, -1.3634950e+00,  6.1167026e-01,\n",
       "          7.6515210e-01,  6.1166966e-01],\n",
       "        [-7.4623972e-01, -3.2533002e+00,  8.4658003e-01, -3.2533236e+00,\n",
       "          4.9728155e-02, -1.2901659e+00, -7.4623781e-01,  6.7760003e-01,\n",
       "          8.4659040e-01,  6.7760265e-01],\n",
       "        [-7.0580125e-01, -3.1437075e+00,  8.2212567e-01, -3.1437201e+00,\n",
       "          6.1721284e-02, -8.9200050e-01, -7.0579773e-01,  1.3424656e+00,\n",
       "          8.2212758e-01,  1.3424704e+00],\n",
       "        [-5.0325304e-01, -2.9310889e+00,  8.6297947e-01, -2.9311030e+00,\n",
       "          1.8426459e-01, -8.1618768e-01, -5.0325066e-01,  1.3107264e+00,\n",
       "          8.6298263e-01,  1.3107237e+00],\n",
       "        [-3.9046681e-01, -2.7861950e+00,  6.9462430e-01, -2.7862070e+00,\n",
       "          1.5544596e-01, -1.0910423e+00, -3.9046165e-01,  6.2844676e-01,\n",
       "          6.9462311e-01,  6.2843549e-01],\n",
       "        [-8.3738738e-01, -2.8737776e+00,  7.0365608e-01, -2.8737924e+00,\n",
       "         -6.7249343e-02, -1.0064850e+00, -8.3738822e-01,  8.6273348e-01,\n",
       "          7.0366019e-01,  8.6270821e-01],\n",
       "        [-7.2043854e-01, -2.6548147e+00,  1.1333418e+00, -2.6548238e+00,\n",
       "          2.1307479e-01, -7.1342963e-01, -7.2043508e-01,  1.2031025e+00,\n",
       "          1.1333375e+00,  1.2030804e+00],\n",
       "        [-5.1575041e-01, -2.7956586e+00,  1.6358830e+00, -2.7956710e+00,\n",
       "          5.7911342e-01, -4.8038194e-01, -5.1575595e-01,  1.7926828e+00,\n",
       "          1.6358901e+00,  1.7926956e+00],\n",
       "        [-5.9514201e-01, -3.1199517e+00,  1.0159681e+00, -3.1199629e+00,\n",
       "          2.0993319e-01, -1.5507219e+00, -5.9513998e-01,  3.0775949e-02,\n",
       "          1.0159701e+00,  3.0755416e-02],\n",
       "        [-1.1396010e+00, -3.3738246e+00,  8.9187312e-01, -3.3738456e+00,\n",
       "         -1.2853214e-01, -1.5629119e+00, -1.1395988e+00,  2.4034864e-01,\n",
       "          8.9187670e-01,  2.4033681e-01],\n",
       "        [-1.3314791e+00, -3.3903909e+00,  7.3959023e-01, -3.3904159e+00,\n",
       "         -3.0261031e-01, -1.4852940e+00, -1.3314731e+00,  3.9747232e-01,\n",
       "          7.3959893e-01,  3.9746118e-01],\n",
       "        [-8.2532406e-01, -3.3217778e+00,  8.5532081e-01, -3.3217988e+00,\n",
       "          1.4780183e-02, -1.4377605e+00, -8.2531989e-01,  4.5636034e-01,\n",
       "          8.5532755e-01,  4.5635653e-01],\n",
       "        [-6.8759173e-01, -3.1849844e+00,  1.0054165e+00, -3.1850016e+00,\n",
       "          1.6389641e-01, -9.9900097e-01, -6.8759036e-01,  1.1553823e+00,\n",
       "          1.0054253e+00,  1.1553899e+00],\n",
       "        [-7.9198372e-01, -3.2235332e+00,  9.2328084e-01, -3.2235520e+00,\n",
       "          6.8424642e-02, -9.7172081e-01, -7.9198509e-01,  1.2709050e+00,\n",
       "          9.2328429e-01,  1.2709013e+00],\n",
       "        [-5.5542362e-01, -3.2263086e+00,  9.7825241e-01, -3.2263179e+00,\n",
       "          2.1520895e-01, -1.1471058e+00, -5.5542767e-01,  9.3909615e-01,\n",
       "          9.7824919e-01,  9.3908966e-01],\n",
       "        [-9.0718132e-01, -3.2166896e+00,  8.9448678e-01, -3.2167068e+00,\n",
       "         -8.6942781e-04, -1.2078314e+00, -9.0718192e-01,  8.0046916e-01,\n",
       "          8.9448309e-01,  8.0044174e-01],\n",
       "        [-7.6583397e-01, -3.0766058e+00,  1.4151237e+00, -3.0766199e+00,\n",
       "          3.3401266e-01, -9.9812132e-01, -7.6583469e-01,  1.0674603e+00,\n",
       "          1.4151208e+00,  1.0674546e+00],\n",
       "        [-6.8005431e-01, -3.0528622e+00,  1.6996405e+00, -3.0528762e+00,\n",
       "          5.2917290e-01, -7.6009029e-01, -6.8005908e-01,  1.5290215e+00,\n",
       "          1.6996474e+00,  1.5290329e+00],\n",
       "        [-6.2945807e-01, -2.9129457e+00,  1.0201743e+00, -2.9129462e+00,\n",
       "          1.9543870e-01, -1.3204613e+00, -6.2945181e-01,  2.3054895e-01,\n",
       "          1.0201745e+00,  2.3053348e-01],\n",
       "        [-1.0666605e+00, -3.2233784e+00,  9.8023689e-01, -3.2233851e+00,\n",
       "         -4.2843223e-02, -1.5226258e+00, -1.0666634e+00,  1.6074303e-01,\n",
       "          9.8023701e-01,  1.6073927e-01],\n",
       "        [-1.1786121e+00, -3.0445738e+00,  7.4322414e-01, -3.0445900e+00,\n",
       "         -2.2172916e-01, -1.3678195e+00, -1.1786081e+00,  2.8095093e-01,\n",
       "          7.4323064e-01,  2.8094673e-01],\n",
       "        [-9.5417261e-01, -3.0397291e+00,  9.1876930e-01, -3.0397453e+00,\n",
       "         -1.7995980e-02, -1.1359680e+00, -9.5417190e-01,  7.2919631e-01,\n",
       "          9.1877621e-01,  7.2920072e-01],\n",
       "        [-7.5747567e-01, -2.7920628e+00,  1.1762172e+00, -2.7920728e+00,\n",
       "          2.1672413e-01, -7.8471637e-01, -7.5747842e-01,  1.1755167e+00,\n",
       "          1.1762267e+00,  1.1755289e+00],\n",
       "        [-9.8212314e-01, -3.1691093e+00,  1.0949333e+00, -3.1691194e+00,\n",
       "          5.8954008e-02, -8.7478763e-01, -9.8213398e-01,  1.3676786e+00,\n",
       "          1.0949306e+00,  1.3676852e+00],\n",
       "        [-7.6690155e-01, -3.2451370e+00,  1.1203268e+00, -3.2451456e+00,\n",
       "          1.8377046e-01, -1.0258813e+00, -7.6690674e-01,  1.1475028e+00,\n",
       "          1.1203337e+00,  1.1475009e+00],\n",
       "        [-8.9157909e-01, -3.2895124e+00,  9.8059690e-01, -3.2895327e+00,\n",
       "          5.2792072e-02, -1.3747231e+00, -8.9158148e-01,  5.1661462e-01,\n",
       "          9.8060155e-01,  5.1661837e-01],\n",
       "        [-7.8925562e-01, -3.2260664e+00,  1.4937688e+00, -3.2260756e+00,\n",
       "          3.6652336e-01, -1.1791563e+00, -7.8926235e-01,  8.2075763e-01,\n",
       "          1.4937733e+00,  8.2075983e-01],\n",
       "        [-8.5125995e-01, -3.4961121e+00,  1.6086349e+00, -3.4961250e+00,\n",
       "          4.0231183e-01, -1.2946180e+00, -8.5126472e-01,  8.8518906e-01,\n",
       "          1.6086427e+00,  8.8516879e-01]], dtype=float32),\n",
       " array([[-0.35367328, -1.8468364 ,  1.2359283 , -1.846783  ,  0.44296274,\n",
       "          0.13777556, -0.35365456,  2.1345053 ,  1.2359936 ,  2.1344252 ],\n",
       "        [-1.091178  , -2.6130044 ,  1.0286932 , -2.6129377 , -0.04219754,\n",
       "          0.18670829, -1.0911257 ,  3.0334775 ,  1.0287001 ,  3.0334558 ],\n",
       "        [-1.4167356 , -3.8958366 ,  1.6707861 , -3.8957987 ,  0.11445846,\n",
       "          0.08277342, -1.4166416 ,  4.101394  ,  1.6707587 ,  4.101385  ],\n",
       "        [-1.8060675 , -4.581786  ,  1.6754872 , -4.5817223 , -0.07294917,\n",
       "          0.06320152, -1.8060285 ,  4.773868  ,  1.67543   ,  4.7739425 ],\n",
       "        [-1.5807209 , -3.9463694 ,  1.4543    , -3.9464378 , -0.05591097,\n",
       "          0.08165778, -1.5807289 ,  4.183497  ,  1.4542679 ,  4.183617  ],\n",
       "        [-0.31850886, -2.9874032 ,  1.499308  , -2.9874318 ,  0.58636296,\n",
       "         -0.80039334, -0.31855345,  1.42352   ,  1.4993006 ,  1.4234792 ],\n",
       "        [-1.1523744 , -3.726447  ,  1.0299088 , -3.726398  , -0.07683907,\n",
       "         -0.89311606, -1.1523825 ,  2.0036209 ,  1.0298673 ,  2.0036066 ],\n",
       "        [-1.6025844 , -5.043788  ,  1.8212491 , -5.0437775 ,  0.08774601,\n",
       "         -0.8560346 , -1.602495  ,  3.3638794 ,  1.821267  ,  3.3640175 ],\n",
       "        [-2.1976082 , -5.72653   ,  1.6854876 , -5.7264476 , -0.27289772,\n",
       "         -0.6962311 , -2.197622  ,  4.373875  ,  1.6854689 ,  4.374068  ],\n",
       "        [-1.9427445 , -5.2665277 ,  1.7301297 , -5.266457  , -0.09381271,\n",
       "         -0.56376904, -1.9427203 ,  4.1865196 ,  1.7300999 ,  4.186642  ],\n",
       "        [-0.5581862 , -4.0059996 ,  1.7353586 , -4.005957  ,  0.58640623,\n",
       "         -1.5037534 , -0.55814123,  1.0899582 ,  1.7352666 ,  1.0899203 ],\n",
       "        [-1.3028256 , -4.783763  ,  1.3031956 , -4.783739  , -0.02206188,\n",
       "         -1.7562748 , -1.3028411 ,  1.3989917 ,  1.3031331 ,  1.3990134 ],\n",
       "        [-1.7340785 , -5.5247445 ,  1.9324796 , -5.524661  ,  0.07534371,\n",
       "         -1.5221933 , -1.7340084 ,  2.5693622 ,  1.9325236 ,  2.569456  ],\n",
       "        [-2.3620615 , -6.0915966 ,  1.7309432 , -6.0915427 , -0.33977148,\n",
       "         -1.3411975 , -2.3620915 ,  3.5124977 ,  1.7309399 ,  3.5125666 ],\n",
       "        [-2.0879116 , -5.6285725 ,  1.8529598 , -5.628575  , -0.11401069,\n",
       "         -1.0918361 , -2.0879009 ,  3.538333  ,  1.8529187 ,  3.5383346 ],\n",
       "        [-0.898368  , -4.857083  ,  2.2114272 , -4.85706   ,  0.6536411 ,\n",
       "         -1.7903444 , -0.89841586,  1.3266543 ,  2.2113605 ,  1.3266948 ],\n",
       "        [-1.5522854 , -5.6247034 ,  1.947739  , -5.624728  ,  0.1769693 ,\n",
       "         -2.112078  , -1.5522487 ,  1.4784569 ,  1.9477353 ,  1.4785119 ],\n",
       "        [-1.9591386 , -6.0157094 ,  2.2406409 , -6.0156455 ,  0.12027578,\n",
       "         -1.9692072 , -1.9590554 ,  2.1109188 ,  2.2406006 ,  2.1110055 ],\n",
       "        [-2.5346918 , -6.6460123 ,  2.150427  , -6.6459646 , -0.21522945,\n",
       "         -1.9503474 , -2.5347168 ,  2.7926588 ,  2.1503656 ,  2.7926831 ],\n",
       "        [-2.358519  , -6.0755243 ,  2.0447395 , -6.075519  , -0.15130559,\n",
       "         -1.6431333 , -2.358559  ,  2.8700192 ,  2.0447257 ,  2.8700335 ],\n",
       "        [-1.073212  , -5.3906627 ,  2.4606297 , -5.390727  ,  0.705354  ,\n",
       "         -2.0949383 , -1.0732338 ,  1.1440476 ,  2.4605694 ,  1.1439736 ],\n",
       "        [-1.7359232 , -6.2049975 ,  2.435351  , -6.204987  ,  0.3480805 ,\n",
       "         -2.4038804 , -1.7358688 ,  1.373801  ,  2.4353368 ,  1.3737792 ],\n",
       "        [-2.0392506 , -6.3948936 ,  2.4418392 , -6.394874  ,  0.19120087,\n",
       "         -2.320286  , -2.039171  ,  1.7020886 ,  2.4418457 ,  1.7020563 ],\n",
       "        [-2.441574  , -6.7339797 ,  2.3508232 , -6.7340245 , -0.0642637 ,\n",
       "         -2.326895  , -2.4416044 ,  2.0357122 ,  2.3508363 ,  2.0356097 ],\n",
       "        [-2.3275049 , -5.9978933 ,  1.9298182 , -5.997847  , -0.20144692,\n",
       "         -2.0427506 , -2.3275344 ,  1.9003246 ,  1.9298646 ,  1.90027   ]],\n",
       "       dtype=float32)]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net_outs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(net_outs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "640 640\n"
     ]
    }
   ],
   "source": [
    "input_height = blob.shape[2]\n",
    "input_width = blob.shape[3]\n",
    "print(input_height, input_width)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================\n",
      "[[0.06051022]\n",
      " [0.0292792 ]\n",
      " [0.02349606]\n",
      " ...\n",
      " [0.01712599]\n",
      " [0.01965353]\n",
      " [0.03469542]]\n",
      "================================================\n",
      "[[0.07285258]\n",
      " [0.03812   ]\n",
      " [0.04055583]\n",
      " ...\n",
      " [0.0103758 ]\n",
      " [0.01382393]\n",
      " [0.02812725]]\n",
      "================================================\n",
      "[[0.09863147]\n",
      " [0.09801573]\n",
      " [0.07741353]\n",
      " [0.06448659]\n",
      " [0.05293795]\n",
      " [0.04608133]\n",
      " [0.03911823]\n",
      " [0.03184429]\n",
      " [0.02881539]\n",
      " [0.02891713]\n",
      " [0.02689698]\n",
      " [0.0275614 ]\n",
      " [0.02746531]\n",
      " [0.0247131 ]\n",
      " [0.02242061]\n",
      " [0.0208596 ]\n",
      " [0.02027017]\n",
      " [0.01966175]\n",
      " [0.02328774]\n",
      " [0.03888157]\n",
      " [0.07606477]\n",
      " [0.10163492]\n",
      " [0.07150373]\n",
      " [0.05650213]\n",
      " [0.04272979]\n",
      " [0.04196855]\n",
      " [0.03431791]\n",
      " [0.0276643 ]\n",
      " [0.02476236]\n",
      " [0.02509087]\n",
      " [0.02391773]\n",
      " [0.02330345]\n",
      " [0.02234384]\n",
      " [0.02041712]\n",
      " [0.01588932]\n",
      " [0.01549691]\n",
      " [0.01434758]\n",
      " [0.0134277 ]\n",
      " [0.01684538]\n",
      " [0.02287126]\n",
      " [0.07981735]\n",
      " [0.11825886]\n",
      " [0.07280952]\n",
      " [0.05420157]\n",
      " [0.03717083]\n",
      " [0.03713527]\n",
      " [0.03724763]\n",
      " [0.02585891]\n",
      " [0.02301234]\n",
      " [0.02715373]\n",
      " [0.02832127]\n",
      " [0.02596459]\n",
      " [0.02333233]\n",
      " [0.02201235]\n",
      " [0.01666501]\n",
      " [0.01403913]\n",
      " [0.01211679]\n",
      " [0.01147372]\n",
      " [0.01278335]\n",
      " [0.01979336]\n",
      " [0.07125956]\n",
      " [0.1147936 ]\n",
      " [0.06127849]\n",
      " [0.03736165]\n",
      " [0.02947274]\n",
      " [0.03631148]\n",
      " [0.03753388]\n",
      " [0.02747902]\n",
      " [0.02186996]\n",
      " [0.0178389 ]\n",
      " [0.01720637]\n",
      " [0.01774943]\n",
      " [0.0226427 ]\n",
      " [0.02326223]\n",
      " [0.01586136]\n",
      " [0.01326257]\n",
      " [0.01107553]\n",
      " [0.01163173]\n",
      " [0.01321909]\n",
      " [0.02175257]\n",
      " [0.06076953]\n",
      " [0.0854044 ]\n",
      " [0.05318904]\n",
      " [0.0307951 ]\n",
      " [0.02541664]\n",
      " [0.02582803]\n",
      " [0.03682721]\n",
      " [0.02502659]\n",
      " [0.01612625]\n",
      " [0.01201573]\n",
      " [0.01099339]\n",
      " [0.0136117 ]\n",
      " [0.01905605]\n",
      " [0.02318233]\n",
      " [0.01614195]\n",
      " [0.01140139]\n",
      " [0.00910354]\n",
      " [0.00988793]\n",
      " [0.0111838 ]\n",
      " [0.01778495]\n",
      " [0.04675764]\n",
      " [0.0419029 ]\n",
      " [0.03488111]\n",
      " [0.02266094]\n",
      " [0.0173918 ]\n",
      " [0.01755884]\n",
      " [0.02611089]\n",
      " [0.02031365]\n",
      " [0.01401383]\n",
      " [0.01171538]\n",
      " [0.01104754]\n",
      " [0.01048198]\n",
      " [0.01222473]\n",
      " [0.01909614]\n",
      " [0.01369274]\n",
      " [0.01501733]\n",
      " [0.011933  ]\n",
      " [0.0129258 ]\n",
      " [0.01289275]\n",
      " [0.01844463]\n",
      " [0.03810859]\n",
      " [0.02851585]\n",
      " [0.02797246]\n",
      " [0.01894945]\n",
      " [0.01294318]\n",
      " [0.02109718]\n",
      " [0.02578095]\n",
      " [0.01949349]\n",
      " [0.01693186]\n",
      " [0.0136888 ]\n",
      " [0.01634735]\n",
      " [0.01205209]\n",
      " [0.01193804]\n",
      " [0.01758665]\n",
      " [0.01247108]\n",
      " [0.01205537]\n",
      " [0.01180974]\n",
      " [0.01268935]\n",
      " [0.01303902]\n",
      " [0.02032551]\n",
      " [0.02751902]\n",
      " [0.02335826]\n",
      " [0.02065668]\n",
      " [0.01364717]\n",
      " [0.01125565]\n",
      " [0.0222868 ]\n",
      " [0.02509677]\n",
      " [0.0167627 ]\n",
      " [0.01730576]\n",
      " [0.01315123]\n",
      " [0.01680803]\n",
      " [0.01381424]\n",
      " [0.00835988]\n",
      " [0.01505372]\n",
      " [0.01317185]\n",
      " [0.01296565]\n",
      " [0.01224342]\n",
      " [0.01297033]\n",
      " [0.01252049]\n",
      " [0.01930195]\n",
      " [0.02116221]\n",
      " [0.01974884]\n",
      " [0.01773667]\n",
      " [0.01148453]\n",
      " [0.01019254]\n",
      " [0.01803121]\n",
      " [0.02159855]\n",
      " [0.01312292]\n",
      " [0.01685107]\n",
      " [0.01892388]\n",
      " [0.02155513]\n",
      " [0.01933676]\n",
      " [0.01030529]\n",
      " [0.01702288]\n",
      " [0.01539668]\n",
      " [0.01484701]\n",
      " [0.01455539]\n",
      " [0.01432779]\n",
      " [0.01393601]\n",
      " [0.01853147]\n",
      " [0.02083489]\n",
      " [0.01885462]\n",
      " [0.01668403]\n",
      " [0.01105934]\n",
      " [0.00975668]\n",
      " [0.01449776]\n",
      " [0.0166896 ]\n",
      " [0.01100612]\n",
      " [0.0144363 ]\n",
      " [0.02264968]\n",
      " [0.03081915]\n",
      " [0.02822325]\n",
      " [0.01262149]\n",
      " [0.02064154]\n",
      " [0.02334663]\n",
      " [0.0212616 ]\n",
      " [0.01729044]\n",
      " [0.01609632]\n",
      " [0.01450938]\n",
      " [0.01872626]\n",
      " [0.02122107]\n",
      " [0.01565588]\n",
      " [0.01430768]\n",
      " [0.0122242 ]\n",
      " [0.00924736]\n",
      " [0.00893843]\n",
      " [0.01085666]\n",
      " [0.00829878]\n",
      " [0.00990346]\n",
      " [0.01803014]\n",
      " [0.0270398 ]\n",
      " [0.02246338]\n",
      " [0.01309794]\n",
      " [0.02131504]\n",
      " [0.0241361 ]\n",
      " [0.0252783 ]\n",
      " [0.02135372]\n",
      " [0.01710647]\n",
      " [0.01607686]\n",
      " [0.01986289]\n",
      " [0.02487531]\n",
      " [0.01492453]\n",
      " [0.0142827 ]\n",
      " [0.01366249]\n",
      " [0.01097667]\n",
      " [0.00834477]\n",
      " [0.00939292]\n",
      " [0.00866416]\n",
      " [0.00863776]\n",
      " [0.01422858]\n",
      " [0.02435729]\n",
      " [0.01895899]\n",
      " [0.01713905]\n",
      " [0.0264203 ]\n",
      " [0.02660307]\n",
      " [0.02647004]\n",
      " [0.02098006]\n",
      " [0.0156891 ]\n",
      " [0.01677683]\n",
      " [0.02187619]\n",
      " [0.02834228]\n",
      " [0.01832527]\n",
      " [0.01791826]\n",
      " [0.01987296]\n",
      " [0.01577005]\n",
      " [0.01202881]\n",
      " [0.01196367]\n",
      " [0.01178473]\n",
      " [0.00944248]\n",
      " [0.01165825]\n",
      " [0.0159184 ]\n",
      " [0.01533854]\n",
      " [0.02360243]\n",
      " [0.03525487]\n",
      " [0.03252989]\n",
      " [0.02437124]\n",
      " [0.01666063]\n",
      " [0.01371479]\n",
      " [0.01772538]\n",
      " [0.02464491]\n",
      " [0.03222328]\n",
      " [0.02204537]\n",
      " [0.02004051]\n",
      " [0.02363417]\n",
      " [0.01627967]\n",
      " [0.01226687]\n",
      " [0.0121868 ]\n",
      " [0.01185578]\n",
      " [0.00918955]\n",
      " [0.01102045]\n",
      " [0.01320544]\n",
      " [0.01522624]\n",
      " [0.02564257]\n",
      " [0.03420767]\n",
      " [0.02874118]\n",
      " [0.01887196]\n",
      " [0.01262549]\n",
      " [0.01407728]\n",
      " [0.01844582]\n",
      " [0.02509066]\n",
      " [0.02964076]\n",
      " [0.02081284]\n",
      " [0.01766959]\n",
      " [0.01613817]\n",
      " [0.01216882]\n",
      " [0.00998354]\n",
      " [0.01252726]\n",
      " [0.01303411]\n",
      " [0.00998294]\n",
      " [0.01308537]\n",
      " [0.01658419]\n",
      " [0.02081299]\n",
      " [0.03071782]\n",
      " [0.03100964]\n",
      " [0.02092269]\n",
      " [0.01409787]\n",
      " [0.0100233 ]\n",
      " [0.01334754]\n",
      " [0.01722506]\n",
      " [0.0250372 ]\n",
      " [0.02415323]\n",
      " [0.01672471]\n",
      " [0.01419565]\n",
      " [0.01172134]\n",
      " [0.00988221]\n",
      " [0.0094927 ]\n",
      " [0.0129365 ]\n",
      " [0.01707548]\n",
      " [0.01177129]\n",
      " [0.01630071]\n",
      " [0.0197942 ]\n",
      " [0.02222967]\n",
      " [0.02731955]\n",
      " [0.01842415]\n",
      " [0.0124208 ]\n",
      " [0.00869584]\n",
      " [0.00775826]\n",
      " [0.01383001]\n",
      " [0.01763692]\n",
      " [0.02970934]\n",
      " [0.02263099]\n",
      " [0.01786602]\n",
      " [0.0142495 ]\n",
      " [0.01087272]\n",
      " [0.01064283]\n",
      " [0.01253277]\n",
      " [0.01346058]\n",
      " [0.01691976]\n",
      " [0.01139775]\n",
      " [0.01740873]\n",
      " [0.0228827 ]\n",
      " [0.02185538]\n",
      " [0.01831961]\n",
      " [0.01442623]\n",
      " [0.01001507]\n",
      " [0.00695446]\n",
      " [0.0084962 ]\n",
      " [0.01549003]\n",
      " [0.02139559]\n",
      " [0.03814009]\n",
      " [0.02277005]\n",
      " [0.01885998]\n",
      " [0.01527467]\n",
      " [0.01176894]\n",
      " [0.01176473]\n",
      " [0.01151901]\n",
      " [0.01191065]\n",
      " [0.01152337]\n",
      " [0.00881976]\n",
      " [0.01210549]\n",
      " [0.01832232]\n",
      " [0.01335102]\n",
      " [0.01323366]\n",
      " [0.01153788]\n",
      " [0.00847706]\n",
      " [0.00677648]\n",
      " [0.00785032]\n",
      " [0.01306725]\n",
      " [0.02237833]\n",
      " [0.04082894]\n",
      " [0.02228454]\n",
      " [0.02129659]\n",
      " [0.01937139]\n",
      " [0.01413342]\n",
      " [0.00931162]\n",
      " [0.00928852]\n",
      " [0.0101445 ]\n",
      " [0.00979412]\n",
      " [0.00960496]\n",
      " [0.01127797]\n",
      " [0.0166792 ]\n",
      " [0.01077917]\n",
      " [0.01036423]\n",
      " [0.00894657]\n",
      " [0.00779352]\n",
      " [0.00822535]\n",
      " [0.00858411]\n",
      " [0.01332834]\n",
      " [0.02291203]\n",
      " [0.04282096]\n",
      " [0.04069796]\n",
      " [0.02827901]\n",
      " [0.02785259]\n",
      " [0.02577353]\n",
      " [0.01666114]\n",
      " [0.01641175]\n",
      " [0.0158439 ]\n",
      " [0.0156205 ]\n",
      " [0.01474217]\n",
      " [0.01647255]\n",
      " [0.01811996]\n",
      " [0.01736847]\n",
      " [0.01695788]\n",
      " [0.01600581]\n",
      " [0.01523903]\n",
      " [0.01594135]\n",
      " [0.01486775]\n",
      " [0.01946935]\n",
      " [0.03030622]\n",
      " [0.05454591]]\n",
      "================================================\n",
      "[[0.23523536]\n",
      " [0.26720586]\n",
      " [0.178126  ]\n",
      " [0.10497248]\n",
      " [0.07342854]\n",
      " [0.06187505]\n",
      " [0.05091557]\n",
      " [0.04595339]\n",
      " [0.04301849]\n",
      " [0.05775234]\n",
      " [0.2772249 ]\n",
      " [0.31020507]\n",
      " [0.21719265]\n",
      " [0.11062318]\n",
      " [0.06752804]\n",
      " [0.05176628]\n",
      " [0.03825912]\n",
      " [0.03514144]\n",
      " [0.03373015]\n",
      " [0.0447503 ]\n",
      " [0.25231403]\n",
      " [0.2885139 ]\n",
      " [0.2307165 ]\n",
      " [0.09725824]\n",
      " [0.06489608]\n",
      " [0.04721227]\n",
      " [0.04628319]\n",
      " [0.03901157]\n",
      " [0.03505829]\n",
      " [0.04271415]\n",
      " [0.22988114]\n",
      " [0.26954925]\n",
      " [0.22904515]\n",
      " [0.08615869]\n",
      " [0.04996702]\n",
      " [0.03808537]\n",
      " [0.04400361]\n",
      " [0.04058337]\n",
      " [0.03370965]\n",
      " [0.03896049]\n",
      " [0.10522178]\n",
      " [0.12570363]\n",
      " [0.12448508]\n",
      " [0.05768037]\n",
      " [0.03310713]\n",
      " [0.02678609]\n",
      " [0.02549416]\n",
      " [0.02620643]\n",
      " [0.02487147]\n",
      " [0.03485265]\n",
      " [0.05164748]\n",
      " [0.05262303]\n",
      " [0.06125095]\n",
      " [0.0393641 ]\n",
      " [0.02768847]\n",
      " [0.03042877]\n",
      " [0.02687427]\n",
      " [0.02105486]\n",
      " [0.02250406]\n",
      " [0.03907892]\n",
      " [0.03967118]\n",
      " [0.03111413]\n",
      " [0.03302619]\n",
      " [0.02811021]\n",
      " [0.02743959]\n",
      " [0.03489697]\n",
      " [0.03810647]\n",
      " [0.02699956]\n",
      " [0.02760592]\n",
      " [0.04293558]\n",
      " [0.04469299]\n",
      " [0.03714904]\n",
      " [0.03120831]\n",
      " [0.02595371]\n",
      " [0.03061923]\n",
      " [0.03869057]\n",
      " [0.05103847]\n",
      " [0.03112802]\n",
      " [0.04066449]\n",
      " [0.05781928]\n",
      " [0.04902536]\n",
      " [0.04009056]\n",
      " [0.02654478]\n",
      " [0.02223596]\n",
      " [0.03562948]\n",
      " [0.03966722]\n",
      " [0.04143488]\n",
      " [0.0285491 ]\n",
      " [0.0439845 ]\n",
      " [0.06652054]\n",
      " [0.0571785 ]\n",
      " [0.04454434]\n",
      " [0.03853858]\n",
      " [0.03052741]\n",
      " [0.04005507]\n",
      " [0.0427686 ]\n",
      " [0.0467124 ]\n",
      " [0.03594574]\n",
      " [0.04938227]\n",
      " [0.07904652]]\n",
      "================================================\n",
      "[[0.312383  ]\n",
      " [0.41021895]\n",
      " [0.3021428 ]\n",
      " [0.2415719 ]\n",
      " [0.20058662]\n",
      " [0.32158124]\n",
      " [0.47202617]\n",
      " [0.33005124]\n",
      " [0.3001084 ]\n",
      " [0.22773302]\n",
      " [0.2791816 ]\n",
      " [0.44761592]\n",
      " [0.37895095]\n",
      " [0.3607806 ]\n",
      " [0.28629452]\n",
      " [0.25697976]\n",
      " [0.3427453 ]\n",
      " [0.3691672 ]\n",
      " [0.3179571 ]\n",
      " [0.2946083 ]\n",
      " [0.20565847]\n",
      " [0.24092832]\n",
      " [0.27426177]\n",
      " [0.25524333]\n",
      " [0.26255465]]\n"
     ]
    },
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m在当前单元格或上一个单元格中执行代码时 Kernel 崩溃。请查看单元格中的代码，以确定故障的可能原因。有关详细信息，请单击 <a href='https://aka.ms/vscodeJupyterKernelCrash'>此处</a>。有关更多详细信息，请查看 Jupyter <a href='command:jupyter.viewOutput'>log</a>。"
     ]
    }
   ],
   "source": [
    "scores=None\n",
    "\n",
    "fmc = 5\n",
    "for idx, stride in enumerate([8, 16, 32, 64, 128]):\n",
    "    scores = net_outs[idx]\n",
    "    bbox_preds = net_outs[idx + fmc]\n",
    "    bbox_preds = bbox_preds * stride\n",
    "    print(\"================================================\")\n",
    "    kps_preds = net_outs[idx + fmc * 2] * stride\n",
    "\n",
    "    pos_inds = np.where(scores>=0.5)[0]\n",
    "    print(scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torchenv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
